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cs.AI2026
AgentPerturb: Evaluating LLM Agent Robustness under Controlled Interaction Perturbations
Yuanjian Xu, Jinyi Han, Jianing Hao +5
Real-world tasks are often complex and noisy, posing substantial challenges for LLM agents. Yet existing evaluations lack a systematic framework for jointly characterizing potentia…
cs.AI2026
Caught in the Story: Narrative Captivity in Multi-turn LLMs Conversation
Yuhe Wu, Guangyu Wang, Yujie Chen +7
People increasingly turn to large language models (LLMs) for everyday advice, making ethically charged interpersonal problems a practical moral-advisory context. Most prior work ha…
cs.AI2024★ 1 cited
LENS: Large Pre-trained Transformer for Exploring Financial Time Series Regularities
Yuanjian Xu, Anxian Liu, Jianing Hao +3
Modeling large-scale time series has gained significant attention in recent years. However, its direct application in finance remains challenging due to substantial differences in…